Learning as abductive deliberations
This paper explains an architecture for a BDI agent that can learn based on its own experience. The learning is conducted through explicit procedural knowledge or plans in a goal-directed manner. The learning is described by encoding abductions within the deliberation processes. With this model, the...
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2006
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sg-smu-ink.sis_research-79242022-02-07T02:36:02Z Learning as abductive deliberations SUBAGDJA, Budhitama Rahwan I., Sonenberg L., This paper explains an architecture for a BDI agent that can learn based on its own experience. The learning is conducted through explicit procedural knowledge or plans in a goal-directed manner. The learning is described by encoding abductions within the deliberation processes. With this model, the agent is capable of modifying its own plans on the run. We demonstrate that by abducing some complex structures of plan, the agent can also acquire complex structures of knowledge about its interaction with the environment. 2006-01-01T08:00:00Z text https://ink.library.smu.edu.sg/sis_research/6921 info:doi/10.1007/11801603_4 Research Collection School Of Computing and Information Systems eng Institutional Knowledge at Singapore Management University Plan Body Belief State Composite Action Learn Plan Deliberation Process Artificial Intelligence and Robotics |
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Singapore Management University |
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SMU Libraries |
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Asia |
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Singapore Singapore |
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SMU Libraries |
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InK@SMU |
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English |
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Plan Body Belief State Composite Action Learn Plan Deliberation Process Artificial Intelligence and Robotics |
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Plan Body Belief State Composite Action Learn Plan Deliberation Process Artificial Intelligence and Robotics SUBAGDJA, Budhitama Rahwan I., Sonenberg L., Learning as abductive deliberations |
| description |
This paper explains an architecture for a BDI agent that can learn based on its own experience. The learning is conducted through explicit procedural knowledge or plans in a goal-directed manner. The learning is described by encoding abductions within the deliberation processes. With this model, the agent is capable of modifying its own plans on the run. We demonstrate that by abducing some complex structures of plan, the agent can also acquire complex structures of knowledge about its interaction with the environment. |
| format |
text |
| author |
SUBAGDJA, Budhitama Rahwan I., Sonenberg L., |
| author_facet |
SUBAGDJA, Budhitama Rahwan I., Sonenberg L., |
| author_sort |
SUBAGDJA, Budhitama |
| title |
Learning as abductive deliberations |
| title_short |
Learning as abductive deliberations |
| title_full |
Learning as abductive deliberations |
| title_fullStr |
Learning as abductive deliberations |
| title_full_unstemmed |
Learning as abductive deliberations |
| title_sort |
learning as abductive deliberations |
| publisher |
Institutional Knowledge at Singapore Management University |
| publishDate |
2006 |
| url |
https://ink.library.smu.edu.sg/sis_research/6921 |
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1770576119670505472 |